This notebook contains a set of analyses for analyzing ogzz boardgamegeek collection. The bulk of the analysis is focused on building a user-specific predictive model to predict the games that the specified user is likely to own. This enables us to ask questions like, based on the games the user currently owns, what games are a good fit for their collection? What upcoming games are they likely to purchase?
## ℹ The workflow being saved contains a recipe, which is 48.56 Mb in memory. If this was not intentional, please set the control setting `save_workflow =
## ℹ FALSE`.
We can look at a basic description of the number of games that the user owns, has rated, has previously owned, etc.
What years has the user owned/rated games from? While we can’t see when a user added or removed a game from their collection, we can look at their collection by the years in which their games were published.
We can look at the most frequent types of categories, mechanics, designers, and artists that appear in a user’s collection.
We’ll examine a predictive model trained on a user’s collection for games published through 2020. How many games has the user owned/rated/played in the training set (games prior to 2020)?
username | dataset | period | games_owned | games_rated |
ogzz | training | published before 2020 | 37 | 115 |
ogzz | validation | published 2020 | 0 | 1 |
ogzz | test | published after 2020 | 0 | 0 |
There are two main (binary) outcomes we will be modeling for the user.
The first, owned refers to whether the user currently owns or has previously owned a game in their collection. The second, rated refers to whether the user has rated the game. We will train predictive models to learn the probability that the user will own or play individual games based on their features.
We can examine coefficients from the trained modes, which are penalized logistic regressions fit to our two main outcomes. Positive values indicate that a feature increases a user’s probability of owning/rating a game, while negative values indicate a feature decreases the probability.
Why did the model identify these features? We can make density plots of the important features for predicting whether the user owned a game. Blue indicates the density for games owned by the user, while grey indicates the density for games not owned by the user.
Binary predictors can be difficult to see with this visualization, so we can also directly examine the percentage of games in a user’s collection with a predictor vs the percentage of all games with that predictor.
% of Games with Feature | ||||
username | Feature | In_Collection | All_Games | Ratio |
ogzz | Escape Room Games | 13.5% | 0.5% | 26.07 |
ogzz | Mechanism Campaign Games | 10.8% | 0.9% | 11.41 |
ogzz | Drafting | 8.1% | 0.7% | 11.07 |
ogzz | Storytelling | 21.6% | 2.1% | 10.25 |
ogzz | Creatures Zombies | 5.4% | 0.7% | 7.47 |
ogzz | Iello | 16.2% | 2.2% | 7.44 |
ogzz | Mafia | 5.4% | 0.8% | 7.12 |
ogzz | Unknown | 8.1% | 1.2% | 7.03 |
ogzz | Number | 5.4% | 0.8% | 6.50 |
ogzz | Asmodee | 24.3% | 4.1% | 5.92 |
ogzz | Race | 8.1% | 1.4% | 5.89 |
ogzz | Artist Harald Lieske | 5.4% | 0.9% | 5.82 |
ogzz | Artist Claus Stephan | 5.4% | 1.0% | 5.50 |
ogzz | Trading | 16.2% | 3.1% | 5.31 |
ogzz | Kosmos | 13.5% | 2.7% | 5.02 |
ogzz | Soviet Union | 2.7% | 0.6% | 4.80 |
ogzz | Cooperative Game | 35.1% | 7.4% | 4.74 |
ogzz | Take That | 21.6% | 5.7% | 3.78 |
ogzz | Two Only Wargames | 2.7% | 0.7% | 3.73 |
ogzz | Player Elimination | 13.5% | 3.7% | 3.70 |
ogzz | Simultaneous Action Selection | 16.2% | 6.4% | 2.53 |
ogzz | Card Drafting | 24.3% | 10.1% | 2.42 |
ogzz | Hand Management | 48.6% | 24.3% | 2.01 |
ogzz | Card Game | 54.1% | 30.6% | 1.76 |
ogzz | Negotiation | 2.7% | 3.4% | 0.79 |
Before predicting games in upcoming years, we can examine how well the model did and what games it liked in the training set. In this case, we used resampling techniques (cross validation) to ensure that the model had not seen a game before making its predictions.
An easy way to examine the performance of classification model is to view a separation plot. We plot the predicted probabilities from the model for every game (from resampling) from lowest to highest. We then overlay a blue line for any game that the user does own. A good classifier is one that is able to separate the blue (games owned by the user) from the white (games not owned by the user), with most of the blue occurring at the highest probabilities (right side of the chart).
We can display this information in table form, displaying the 100 games with the highest probability of ownership, adding a blue line when the user does own the game.
Published | ID | Name | Pr(Owned) | Owned |
2017 | 234378 | Unfinished Case of Holmes | 0.737 | no |
2017 | 174430 | Gloomhaven | 0.614 | no |
2018 | 205896 | Rising Sun | 0.422 | no |
2017 | 208663 | Godforsaken Scavengers | 0.386 | no |
2015 | 175878 | 504 | 0.358 | no |
2015 | 172242 | Exploding Kittens: NSFW Deck | 0.313 | no |
2014 | 154203 | Imperial Settlers | 0.248 | no |
2018 | 223321 | Detective: A Modern Crime Board Game | 0.245 | no |
2012 | 122522 | Smash Up | 0.228 | no |
2018 | 244918 | Exit: The Game – The Mysterious Museum | 0.219 | no |
2017 | 226518 | Exit: The Game – The Sunken Treasure | 0.219 | no |
2018 | 266121 | Unlock!: Heroic Adventures | 0.204 | no |
2017 | 229598 | Unlock!: Escape Adventures – Doo-Arann Dungeon | 0.204 | no |
2019 | 264220 | Tainted Grail: The Fall of Avalon | 0.200 | no |
2019 | 271324 | It's a Wonderful World | 0.198 | no |
2017 | 230430 | Unlock!: Escape Adventures – Temple of Ra | 0.180 | no |
2019 | 279613 | Unlock!: Timeless Adventures | 0.178 | no |
2016 | 205637 | Arkham Horror: The Card Game | 0.176 | no |
2018 | 255675 | Exit: The Game – The Catacombs of Horror | 0.172 | no |
2016 | 203417 | Exit: The Game – The Secret Lab | 0.172 | no |
2017 | 221107 | Pandemic Legacy: Season 2 | 0.169 | no |
1982 | 170 | Family Business | 0.163 | no |
2014 | 151247 | Greed | 0.151 | no |
2019 | 269968 | Exit: The Game – The Haunted Roller Coaster | 0.145 | no |
2000 | 478 | Citadels | 0.145 | no |
2017 | 226519 | Exit: The Game – The House of Riddles | 0.145 | no |
2016 | 206943 | Exit: The Game – The Secret of the Premiere | 0.145 | no |
1996 | 6552 | Cashflow 101 | 0.143 | no |
2017 | 231664 | Fast Forward: FEAR | 0.139 | no |
2015 | 170216 | Blood Rage | 0.133 | no |
1587 | 2785 | Game of Goose | 0.132 | no |
2019 | 258411 | Unlock!: Exotic Adventures – Expedition: Challenger | 0.129 | no |
2019 | 283797 | Exit: The Game – The Stormy Flight | 0.129 | no |
2018 | 226520 | Exit: The Game – The Sinister Mansion | 0.129 | no |
2017 | 215840 | Exit: The Game – The Forbidden Castle | 0.129 | no |
2017 | 215842 | Exit: The Game – The Polar Station | 0.129 | no |
2017 | 224316 | Unlock!: Escape Adventures – The Elite | 0.129 | no |
2015 | 161936 | Pandemic Legacy: Season 1 | 0.128 | no |
2018 | 245353 | Unlock!: Secret Adventures – Tombstone Express | 0.115 | no |
2016 | 192291 | Sushi Go Party! | 0.115 | no |
2005 | 16933 | Super Munchkin | 0.111 | no |
2017 | 217861 | Paper Tales | 0.111 | no |
2019 | 284083 | The Crew: The Quest for Planet Nine | 0.109 | no |
2017 | 216092 | Unlock!: Escape Adventures – Squeek & Sausage | 0.107 | no |
2017 | 184921 | Bunny Kingdom | 0.104 | no |
2014 | 156091 | Sons of Anarchy: Men of Mayhem | 0.103 | no |
1968 | 7262 | Top Trumps | 0.100 | no |
2004 | 13823 | Fairy Tale | 0.098 | no |
2017 | 229632 | Unlock!: Escape Adventures – Fifth Avenue | 0.098 | no |
2017 | 266266 | Murder Mystery Party Case Files: Death in Antarctica | 0.094 | no |
2017 | 221805 | Breaking Bad: The Board Game | 0.089 | no |
2018 | 257707 | Unlock!: Escape Adventures – In Pursuit of Cabrakan | 0.088 | no |
2012 | 108745 | Seasons | 0.088 | no |
2016 | 167791 | Terraforming Mars | 0.087 | no |
2018 | 246742 | Château Aventure | 0.086 | no |
2012 | 113924 | Zombicide | 0.086 | no |
2019 | 256883 | Comanauts | 0.085 | no |
2002 | 4174 | Lifeboat | 0.085 | no |
2018 | 171964 | The Order of Vampire Hunters | 0.084 | no |
2018 | 245352 | Unlock!: Secret Adventures – A Noside Story | 0.084 | no |
2017 | 230303 | Unlock!: Mystery Adventures – The House on the Hill | 0.084 | no |
2017 | 230305 | Unlock!: Mystery Adventures – The Tonipal's Treasure | 0.084 | no |
2014 | 144826 | Zombie 15' | 0.083 | no |
2019 | 258413 | Unlock!: Exotic Adventures – Scheherazade's Last Tale | 0.082 | no |
2018 | 245354 | Unlock!: Secret Adventures – The Adventurers of Oz | 0.082 | no |
2008 | 39463 | Cosmic Encounter | 0.082 | no |
2018 | 233312 | Stuffed Fables | 0.081 | no |
2016 | 203430 | Fuji Flush | 0.081 | no |
2015 | 184207 | Het Koninkrijk Dominion | 0.079 | no |
2018 | 192296 | The Pirate Republic | 0.078 | no |
2016 | 193042 | Junk Art | 0.078 | no |
1978 | 242 | Junta | 0.078 | no |
2019 | 283317 | The 7th Continent: Classic Edition | 0.077 | no |
1990 | 5725 | The Journeys of Paul | 0.077 | no |
2012 | 124708 | Mice and Mystics | 0.075 | no |
2017 | 230304 | Unlock!: Mystery Adventures – The Nautilus' Traps | 0.072 | no |
2015 | 173047 | Nevermore | 0.070 | no |
-200 | 5432 | Chutes and Ladders | 0.069 | no |
2019 | 258412 | Unlock!: Exotic Adventures – Night of the Boogeymen | 0.068 | no |
2017 | 216091 | Unlock!: Escape Adventures – The Formula | 0.068 | yes |
2019 | 253574 | Crusader Kings | 0.067 | no |
2017 | 232831 | Super Mario Bros. Power Up Card Game | 0.067 | no |
2013 | 147009 | Zombie Kidz | 0.066 | no |
1982 | 2511 | Sherlock Holmes Consulting Detective: The Thames Murders & Other Cases | 0.066 | no |
2015 | 172225 | Exploding Kittens | 0.065 | no |
2019 | 282007 | 50 Clues: White Sleep | 0.064 | no |
2019 | 281946 | Aftermath | 0.063 | no |
2001 | 1927 | Munchkin | 0.063 | no |
2009 | 40832 | Keltis: Das Kartenspiel | 0.062 | no |
2017 | 195539 | The Godfather: Corleone's Empire | 0.061 | no |
2016 | 155821 | Inis | 0.061 | no |
2018 | 264198 | Warhammer Quest: Blackstone Fortress | 0.060 | no |
2011 | 105134 | Risk Legacy | 0.060 | no |
2019 | 269967 | EXIT: Das Spiel – Die Känguru-Eskapaden | 0.059 | no |
2019 | 278297 | Choose Your Own Adventure: War with the Evil Power Master | 0.059 | no |
2004 | 12422 | All Wound Up | 0.059 | no |
2016 | 199493 | Escape the Room: Secret of Dr. Gravely's Retreat | 0.059 | no |
2017 | 223950 | Fantasy Defense | 0.058 | no |
1959 | 7688 | Memory | 0.058 | no |
2019 | 283863 | The Magnificent | 0.057 | no |
We can also more formally assess how well the model did in resampling by looking at the area under the receiver operating characteristic. A perfect model would receive a score of 1, while a model that cannot predict the outcome will default to a score of 0.5. The extent to which something is a good score depends on the setting, but generally anything in the .8 to .9 range is very good while the .7 to .8 range is perfectly acceptable.
Another way to think about the model performance is to view its lift, or its ability to detect the positive outcomes over that of a null model. High lift indicates the model can much more quickly find all of the positive outcomes (in this case, games owned or played by the user), while a model with no lift is no better than random guessing. A gains chart is another way to view this.
What games does the model think ogzz is most likely to own that are not in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2017 | 234378 | Unfinished Case of Holmes | 0.737 | no |
2017 | 174430 | Gloomhaven | 0.614 | no |
2018 | 205896 | Rising Sun | 0.422 | no |
2017 | 208663 | Godforsaken Scavengers | 0.386 | no |
2015 | 175878 | 504 | 0.358 | no |
What games does the model think ogzz is least likely to own that are in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2005 | 12333 | Twilight Struggle | 0.001 | yes |
2018 | 224783 | Vindication | 0.001 | yes |
2013 | 131835 | Boss Monster: The Dungeon Building Card Game | 0.001 | yes |
2017 | 253399 | Journal 29: Interactive Book Game | 0.001 | yes |
2016 | 205494 | Machi Koro: Bright Lights, Big City | 0.001 | yes |
Top 25 games most likely to be owned by the user in each year, highlighting in blue the games that the user has owned.
rank | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
1 | Smash Up | Zombie Kidz | Imperial Settlers | 504 | Arkham Horror: The Card Game | Unfinished Case of Holmes | Rising Sun | Tainted Grail: The Fall of Avalon |
2 | Seasons | Kobayakawa | Greed | Exploding Kittens: NSFW Deck | Exit: The Game – The Secret Lab | Gloomhaven | Detective: A Modern Crime Board Game | It's a Wonderful World |
3 | Zombicide | Zombicide Season 2: Prison Outbreak | Sons of Anarchy: Men of Mayhem | Blood Rage | Exit: The Game – The Secret of the Premiere | Godforsaken Scavengers | Exit: The Game – The Mysterious Museum | Unlock!: Timeless Adventures |
4 | Mice and Mystics | Pathfinder Adventure Card Game: Rise of the Runelords – Base Set | Zombie 15' | Pandemic Legacy: Season 1 | Sushi Go Party! | Exit: The Game – The Sunken Treasure | Unlock!: Heroic Adventures | Exit: The Game – The Haunted Roller Coaster |
5 | Coup | Lewis & Clark: The Expedition | Legendary Encounters: An Alien Deck Building Game | Het Koninkrijk Dominion | Terraforming Mars | Unlock!: Escape Adventures – Doo-Arann Dungeon | Exit: The Game – The Catacombs of Horror | Unlock!: Exotic Adventures – Expedition: Challenger |
6 | Targi | Tales & Games: The Three Little Pigs | La Granja | Nevermore | Fuji Flush | Unlock!: Escape Adventures – Temple of Ra | Exit: The Game – The Sinister Mansion | Exit: The Game – The Stormy Flight |
7 | The Manhattan Project | Legacy: The Testament of Duke de Crecy | Alchemists | Exploding Kittens | Junk Art | Pandemic Legacy: Season 2 | Unlock!: Secret Adventures – Tombstone Express | The Crew: The Quest for Planet Nine |
8 | Urbion | Tash-Kalar: Arena of Legends | Smash Up: Monster Smash | Kingdom Death: Monster | Inis | Exit: The Game – The House of Riddles | Unlock!: Escape Adventures – In Pursuit of Cabrakan | Comanauts |
9 | Descent: Journeys in the Dark (Second Edition) | Rory's Story Cubes: Prehistoria | Smash Up: Science Fiction Double Feature | RYŪ | Escape the Room: Secret of Dr. Gravely's Retreat | Fast Forward: FEAR | Château Aventure | Unlock!: Exotic Adventures – Scheherazade's Last Tale |
10 | Android: Netrunner | Craftsmen | Medieval Academy | Through the Ages: A New Story of Civilization | Escape the Room: Mystery at the Stargazer's Manor | Exit: The Game – The Forbidden Castle | The Order of Vampire Hunters | The 7th Continent: Classic Edition |
11 | Archipelago | UGO! | BANG!: The Walking Dead | Zombicide Season 3: Rue Morgue | Dead of Winter: The Long Night | Exit: The Game – The Polar Station | Unlock!: Secret Adventures – A Noside Story | Unlock!: Exotic Adventures – Night of the Boogeymen |
12 | Star Wars: X-Wing Miniatures Game | The Walking Dead Board Game: The Best Defense | Ca$h 'n Guns (Second Edition) | Dale of Merchants | Conan | Unlock!: Escape Adventures – The Elite | Unlock!: Secret Adventures – The Adventurers of Oz | Crusader Kings |
13 | Big Picture Apples to Apples | Kashgar: Merchants of the Silk Road | Red7 | A Game of Thrones: The Card Game (Second Edition) | Pandemic: Reign of Cthulhu | Paper Tales | Stuffed Fables | 50 Clues: White Sleep |
14 | Konito? | Patchistory | Dead of Winter: A Crossroads Game | The Game | Tales & Games: The Pied Piper | Unlock!: Escape Adventures – Squeek & Sausage | The Pirate Republic | Aftermath |
15 | Agents of SMERSH | Walk the Plank! | Kill Shakespeare | Metal Adventures | Pandemic: Iberia | Bunny Kingdom | Warhammer Quest: Blackstone Fortress | EXIT: Das Spiel – Die Känguru-Eskapaden |
16 | Among the Stars | Train Heist | Artificium | Best Treehouse Ever | Hit Z Road | Unlock!: Escape Adventures – Fifth Avenue | Heropath: Dragon Roar | Choose Your Own Adventure: War with the Evil Power Master |
17 | Legends of Andor | Welcome to the Dungeon | Stay Away! | Argonauts | Behind the Throne | Murder Mystery Party Case Files: Death in Antarctica | Decrypto | The Magnificent |
18 | Exodus: Proxima Centauri | Sushi Go! | Galaxy Defenders | March of the Ants | Turin Market | Breaking Bad: The Board Game | Catan Histories: Rise of the Inkas | Chai |
19 | Uchronia | City of Remnants | Shadows of Malice | Holmes: Sherlock & Mycroft | Aventuria: Adventure Card Game | Unlock!: Mystery Adventures – The House on the Hill | Escape Tales: The Awakening | 50 Clues: The Home Temple |
20 | 1989: Dawn of Freedom | Impulse | Días de Radio | Gang Up! | Escape Room in a Box: The Werewolf Experiment | Unlock!: Mystery Adventures – The Tonipal's Treasure | The World of SMOG: Rise of Moloch | Unlock!: Epic Adventures |
21 | Clash of Cultures | Moby Dick, or, The Card Game | Sheep & Thief | Grifters | Nova Aetas | Unlock!: Mystery Adventures – The Nautilus' Traps | Monolith Arena | Amul |
22 | Uncharted: The Board Game | Rory's Story Cubes: Enchanted | Arcadia Quest | Chaosmos | Odin's Ravens (Second Edition) | Unlock!: Escape Adventures – The Formula | 8Bit Box | 50 Clues: The Fate of Leopold |
23 | Waka Waka | Rory's Story Cubes: Clues | Star Realms | Heroes | Xtronaut: The Game of Solar System Exploration | Super Mario Bros. Power Up Card Game | Shards of Infinity | Middara: Unintentional Malum – Act 1 |
24 | Fish Cook | Smash Up: The Obligatory Cthulhu Set | Witness | The Pursuit of Happiness | StoryLine: Fairy Tales | The Godfather: Corleone's Empire | Hardback | Aeon's End: Legacy |
25 | Crazy Creatures of Dr. Gloom | The Doom That Came to Atlantic City | La Cosa Nostra | Apollo XIII | Millennium Blades | Fantasy Defense | Patriots & Redcoats | Unmatched: Battle of Legends, Volume One |
Interactive table for predictions from resampling.
We’ll validate the model by looking at its predictions for games published in 2020. That is, how well did a model trained on a user’s collection through 2020 perform in predicting games for the user in 2021?
username | outcome | dataset | method | .metric | .estimate |
ogzz | owned | validation | glmnet | roc_auc |
## Warning: Removed 608 row(s) containing missing values (geom_path).
## geom_path: Each group consists of only one observation. Do you need to adjust the group aesthetic?
Table of top 50 games from 2021, highlighting games that the user owns.
Published | ID | Name | Pr(Owned) | Owned |
2020 | 302425 | Unlock!: Mythic Adventures | 0.149 | no |
2020 | 332230 | Unlock!: Heroic Adventures – Insert Coin | 0.147 | no |
2020 | 332229 | Unlock!: Heroic Adventures – Hinunter in den Kaninchenbau | 0.147 | no |
2020 | 312267 | Star Wars: Unlock! | 0.147 | no |
2020 | 341008 | Unlock!: Heroic Adventures – Sherlock Holmes: Der scharlachrote Faden | 0.147 | no |
2020 | 291457 | Gloomhaven: Jaws of the Lion | 0.099 | no |
2020 | 311193 | Anno 1800 | 0.091 | no |
2020 | 311686 | Escape the Room: The Cursed Dollhouse | 0.080 | no |
2020 | 316377 | 7 Wonders (Second Edition) | 0.073 | no |
2020 | 280794 | Etherfields | 0.070 | no |
2020 | 331952 | Unlock!: Timeless Adventures – Die Noside-Show | 0.067 | no |
2020 | 331953 | Unlock!: Timeless Adventures – Verloren im Zeitstrudel! | 0.067 | no |
2020 | 245659 | Vampire: The Masquerade – Vendetta | 0.055 | no |
2020 | 302465 | Obsidia | 0.050 | no |
2020 | 284665 | Board Royale: The Island | 0.038 | no |
2020 | 294484 | Unmatched: Cobble & Fog | 0.037 | no |
2020 | 236861 | Full Moon Jacket | 0.037 | no |
2020 | 314040 | Pandemic Legacy: Season 0 | 0.036 | no |
2020 | 312346 | Munchkin Disney | 0.035 | no |
2020 | 184267 | On Mars | 0.034 | no |
2020 | 257145 | Teenage Mutant Ninja Turtles Adventures: City Fall | 0.033 | no |
2020 | 288513 | Tranquility | 0.028 | no |
2020 | 282922 | Windward | 0.025 | no |
2020 | 298572 | Cosmic Encounter Duel | 0.025 | no |
2020 | 317311 | Switch & Signal | 0.024 | no |
2020 | 325635 | Unmatched: Little Red Riding Hood vs. Beowulf | 0.023 | no |
2020 | 293531 | Detective: A Modern Crime Board Game – Season One | 0.023 | no |
2020 | 270685 | Capone: The Business of Prohibition | 0.022 | no |
2020 | 245658 | Unicorn Fever | 0.022 | no |
2020 | 273703 | Altar Quest | 0.022 | no |
2020 | 301767 | Mysterium Park | 0.021 | no |
2020 | 317434 | Exit: The Game – Advent Calendar: The Mystery of the Ice Cave | 0.021 | no |
2020 | 295945 | Exit: The Game – The Cemetery of the Knight | 0.021 | no |
2020 | 317372 | Exit: The Game – The Gate Between Worlds | 0.021 | no |
2020 | 263192 | Teenage Mutant Ninja Turtles Adventures: Change is Constant | 0.020 | no |
2020 | 307844 | Atheneum: Mystic Library | 0.019 | no |
2020 | 314026 | Break In: Alcatraz | 0.018 | no |
2020 | 298607 | Crime Story: Vienna | 0.016 | no |
2020 | 295944 | Exit: The Game – The Enchanted Forest | 0.015 | no |
2020 | 294235 | Crime Zoom: His Last Card | 0.015 | no |
2020 | 327913 | Unlock!: Timeless Adventures – Arsène Lupin und der große weiße Diamant | 0.015 | no |
2020 | 321305 | Crime Zoom: Bird of Ill Omen | 0.015 | no |
2020 | 321306 | Crime Zoom: A Deadly Writer | 0.015 | no |
2020 | 295565 | Deckscape: Escape from Alcatraz | 0.015 | no |
2020 | 299047 | Disney Villainous: Perfectly Wretched | 0.014 | no |
2020 | 270239 | Moonrakers | 0.014 | no |
2020 | 282389 | Robinson Crusoe: Escape from Despair Island | 0.013 | no |
2020 | 297204 | Traintopia | 0.013 | no |
2020 | 303548 | Cónclave | 0.013 | no |
2020 | 271524 | TIME Stories Revolution: A Midsummer Night | 0.013 | no |
## ! train/test split: internal: No control observations were detected in `truth` with control level 'yes'
Examine the top 50 games for upcoming games, highlighting in blue ones the user owns or has preordered.
Published | ID | Name | Pr(Owned) | Owned | Preordered |
2022 | 322524 | Bardsung | 0.271 | no | no |
2021 | 326494 | The Adventures of Robin Hood | 0.201 | no | no |
2021 | 291859 | Riftforce | 0.155 | no | no |
2021 | 319899 | Decktective: Nightmare in the Mirror | 0.132 | no | no |
2021 | 284653 | Mind MGMT: The Psychic Espionage “Game.” | 0.114 | no | no |
2022 | 273814 | Deliverance | 0.112 | no | no |
2021 | 291847 | Mantis Falls | 0.090 | no | no |
2022 | 324090 | Scarface 1920 | 0.080 | no | no |
2021 | 251661 | Oathsworn: Into the Deepwood | 0.078 | no | no |
2021 | 324856 | The Crew: Mission Deep Sea | 0.078 | no | no |
2022 | 340325 | Vagrantsong | 0.073 | no | no |
2021 | 333553 | For the King (and Me) | 0.072 | no | no |
2022 | 274471 | Malhya: Lands of Legends | 0.068 | no | no |
2021 | 298102 | Roll Camera!: The Filmmaking Board Game | 0.068 | no | no |
2022 | 295770 | Frosthaven | 0.058 | no | no |
2022 | 277025 | Vampire: The Masquerade – CHAPTERS | 0.057 | no | no |
2021 | 327056 | Unlock!: Kids | 0.055 | no | no |
2021 | 304983 | Key Enigma: Hack Forward | 0.055 | no | no |
2021 | 268504 | Adventure Tactics: Domianne's Tower | 0.052 | no | no |
2022 | 349067 | The Lord of the Rings: The Card Game – Revised Core Set | 0.050 | no | no |
2021 | 330084 | Unlock!: Legendary Adventures | 0.048 | no | no |
2021 | 296063 | Mortum: Medieval Detective | 0.047 | no | no |
2021 | 327076 | Cartaventura: Lhasa | 0.045 | no | no |
2021 | 327077 | Cartaventura: Vinland | 0.045 | no | no |
2021 | 255984 | Sleeping Gods | 0.045 | no | no |
2021 | 299255 | Vienna Connection | 0.045 | no | no |
2021 | 350636 | Unlock!: Game Adventures | 0.041 | no | no |
2022 | 281647 | Stellaris: Infinite Legacy | 0.039 | no | no |
2021 | 332075 | Warhammer Quest: Cursed City | 0.038 | no | no |
2021 | 273330 | Bloodborne: The Board Game | 0.033 | no | no |
2021 | 280984 | Ruins: Death Binder | 0.032 | no | no |
2021 | 306637 | Resident Evil 3: The Board Game | 0.032 | no | no |
2022 | 275284 | Arkeis | 0.031 | no | no |
2022 | 331106 | The Witcher: Old World | 0.030 | no | no |
2021 | 322014 | All-Star Draft | 0.029 | no | no |
2022 | 260143 | Adventures in Neverland | 0.027 | no | no |
2021 | 299566 | Batman: The Animated Series Adventures – Shadow of the Bat | 0.026 | no | no |
2022 | 270871 | Agemonia | 0.025 | no | no |
2021 | 342848 | World of Warcraft: Wrath of the Lich King | 0.025 | no | no |
2021 | 286537 | Burgle Bros 2: The Casino Capers | 0.023 | no | no |
2021 | 329293 | Loading | 0.023 | no | no |
2021 | 338980 | Eastern Empires | 0.023 | no | no |
2021 | 299684 | Khôra: Rise of an Empire | 0.022 | no | no |
2022 | 334065 | Verdant | 0.022 | no | no |
2022 | 348406 | Marvel Dice Throne | 0.022 | no | no |
2021 | 344405 | Cartaventura: Oklahoma | 0.022 | no | no |
2021 | 316625 | Cafe Chaos | 0.022 | no | no |
2021 | 295947 | Cascadia | 0.021 | no | no |
2021 | 291572 | Oath: Chronicles of Empire and Exile | 0.021 | no | no |
2021 | 329713 | Dune: House Secrets | 0.019 | no | no |